黎波.jpg

黎波

管理科学与工程系 副教授


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电话                 (86)(10)62795143
电邮            libo@sem.tsinghua.edu.cn

办公室                伟伦楼 366
办公室开放时间           周四 15:00-16:00

 

黎波,清华大学经济管理学院管理科学与工程系长聘副教授,于2002年获得北京大学数学学士学位,2006年获得美国加州大学伯克利分校统计学博士学位。主要研究领域为复杂数据驱动的决策与预测、人工智能与敏感决策,曾在JRSSB、Biometrika、TKDE、TKDD、Management Science、IIE Transactions、Journal of Comparative Economics、管理科学学报、数量经济技术经济研究等国内外学术期刊,以及NeurIPS, KDD, AAAI等计算机顶会发表论文四十余篇。曾于2008 年获得首届麦肯锡中国经济学奖,2011年被评为由清华大学学生会主办的第四届清韵烛光清华大学我最喜爱的教师、2012年获得清华大学优秀班主任二等奖,并曾获得清华经管学院优秀教学奖、优秀班主任奖等奖项。

 

谷歌学术主页

https://scholar.google.com/citations?hl=zh-CN&user=GaJXFWMAAAAJ


会议论文(计算机/数据科学)

Invariant Adversarial Learning for Distributional Robustness  (with Jiashuo Liu, Zheyan Shen, Peng Cui, Linjun Zhou, Kun Kuang and Yishi Lin), AAAI, 2021

Counterfactual Prediction for Bundle Treatment (with Hao Zou, Peng Cui, Zheyan Shen, Jianxin Ma, Hongxia Yang and Yue He), NeurIPS, 2020

Algorithmic Decision Making with Conditional Fairness (with Renzhe Xu, Peng Cui, Kun Kuang, Lingjun Zhou, Zheyan Shen and Wei Cui), KDD , 2020

Stable Learning via Differentiated Variable Decorrelation (with Zheyan Shen, Peng Cui, Jiashuo Liu, Tong Zhang and Zhitang Chen), KDD, 2020

Stable Prediction with Model Misspecification and Agnostic Distribution Shift (with Kun Kuang, Ruoxuan Xiong, Peng Cui and Susan Athey), AAAI , 2020

Causally Regularized Learning On Data with Agnostic Bias (with Zheyan Shen, Peng Cui and Kun Kuang), ACM MM (oral presentation), 2018

Stable Prediction across Unknown Environments (with Kun Kuang, Peng Cui, Susan Athey and Ruoxuan Xiong), KDD (long presentation), 2018 

Estimating Causal Effects in the Wild via Differentiated Confounder Balancing (with Kun Kuang, Peng Cui, Meng Jiang and Shiqiang Yang), KDD (oral presentation), 2017 

Treatment Effect Estimation with Data-Driven Variable Decomposition (with Kun Kuang, Peng Cui, Meng Jiang, Shiqiang Yang and Fei Wang), AAAI,  2017 

How Out-of-Pocket Ratio Influences Readmission: An Analysis Based on Front Sheet of Inpatient Medical Record (with Luo He, Xiaolei Xie and Hongyan Liu), ICSH 2017, LNCS 10347, pp.67-78, 2017


期刊论文(英文, SCI/SSCI)

Data-driven Variable Decomposition for Treatment Effect Estimation (with Kun Kuang, Peng Cui, Hao Zou, Jianrong Tao, Fei Wu and Shiqiang Yang), IEEE Transactions on Knowledge and Data Engineering (TKDE) , to appear (A shorter version appeared on AAAI2017)

Cross-Estimation for Decision Selection (with Xinyue Gu), Applied Stochastic Models in Business and Industry, to appear

Treatment Effect Estimation via Differentiated Confounder Balancing and Regression (with Kun Kuang, Peng Cui, Meng Jiang and Shiqiang Yang), ACM Transactions on Knowledge Discovery from Data (TKDD) , (A shorter version appeared on KDD2017), Vol.14, No.1, 6:1-6:25, 2020

On Estimation of Partially Linear Varying-Coefficient Transformation Models with Censored Data (with Baosheng Liang, Xingwei Tong and Jianguo Sun), Statistica Sinica, 22, 1963-1975, 2019

A Discrete Spatial Model for Wafer Yield Prediction (with Hao Wang, Seung Hoon Tong, In Kap Chang and Kaibo Wang),  Quality Engineering, Vol.30, Issue 2, 169-182, 2018

Hierarchical Models for the Spatial-Temporal Carbon Nanotube Height Variations (with Jialing Tao, Kaibo Wang, Liang Liu and Qi Cai),  International Journal of Production Research, Vol. 54, No. 21, 6613-6632, 2016
A Spatial Variable Selection Method for Monitoring Product Surface (with Kaibo Wang and Wei Jiang),  International Journal of Production Research, Vol. 54, No. 14, 4161-4181, 2016

Counterfactual Decomposition of Movie Star Effects with Star Selection (with Angela Liu and Tridib Mazumdar), Management Science, Vol.61, No.7, pp.1704-1721, 2015

Simultaneous Monitoring of Process Mean Vector and Covariance Matrix via Penalized Likelihood Estimation (with Kaibo Wang and Arthur Yeh), Computational Statistics and Data Analysis, 78, 206-217, 2014 
Trends in China's Gender Employment and Pay Gap: Estimating Gender Pay Gaps with Employment Selection (with Wei Chi), Journal of Comparative Economics, 42, 708-725, 2014

Monitoring Covariance Matrix via Penalized Likelihood Estimation (with Kaibo Wang and Arthur Yeh), IIE Transactions, 45, 132-146, 2013
Monitoring Multivariate Process Variability with Individual Observations via Penalized Likelihood Estimation (with Arthur Yeh and Kaibo Wang), International Journal of Production Research, Vol. 50, No. 22, 6624-6638, 2012

Forward Adaptive Banding for Estimating Large Covariance Matrices (with Chenlei Leng), Biometrika, 94, 4, pp.821-830, 2011 (统计学四大顶尖期刊之一)

Decomposition of the increase in earnings inequality in urban China: A distributional approach (with Wei Chi and Qiumei Yu), China Economic Review, 22, 299-312, 2011

 Least Squares Approximations With a Diverging Number of Parameters (with Chenlei Leng), Statistics and Probability Letters, 80, 254-261, 2010

Asymptotically Distribution-Free Goodness-of-Fit Testing: A Unifying View, Econometric Reviews, 28(6):632-657, 2009

Shrinkage tuning parameter selection with a diverging number of parameters (with Hansheng Wang and Chenlei Leng), Journal of the Royal Statistical Society, Series B (Statistical Methodology), 71, Part 3, pp. 671-683, 2009 (统计学四大顶尖期刊之一)

Glass ceiling or sticky floor? Examining the gender earnings differential across the earnings distribution in urban China, 1987–2004 (with Wei Chi), Journal of Comparative Economics, 36, 243-263, 2008 (此论文获得首届麦肯锡中国经济学奖)
Nonparametric Testing of An Exclusion Restriction in Quantile Regression, Communications in Statistics—Theory and Methods, 37: 2877-2889, 2008

Regularization in statistics (with discussion and rejoinder, with Peter Bickel), Test, Vol. 15, No. 2, pp. 271-344, 2006

文集章节(英文)

Curse of Dimensionality Revisited: Collapse of the Particle Filter in Very Large Scale Systems (with Thomas Bengtsson and Peter Bickel), IMS Collections, Probability and Statistics: Essays in Honor of David A. Freedman, Vol. 2, 316-334, 2008

Sharp Failure Rates for the Bootstrap Particle Filter in High Dimensions (with Peter Bickel and Thomas Bengtsson), IMS Collections, Pushing the Limits of Contemporary Statistics: Contributions in Honor of Jayanta K. Ghosh, Vol. 3, 318-329, 2008

Local Polynomial Regression on Unknown Manifolds (with Peter Bickel), IMS Lecture Notes–Monograph Series, Complex Datasets and Inverse Problems: Tomography, Networks and Beyond, Vol.54, 177-186, Vol. 54, 177-186, 2007   

期刊论文(中文)

高管个人特征与公司业绩——基于机器学习的经验证据(与陆瑶,张叶青,赵浩宇),管理科学学报即将发表

新浪企业微博口碑传播的实证研究(与张晶,黄京华,严威合作),清华大学学报(自然科学版), 54卷,第5期,649-654,2014
ERP实施对企业绩效影响的实证研究——基于倾向性得分匹配法 (与张露,黄京华合作),清华大学学报(自然科学版), 53卷,第1期,2013

人力资本对我国区域创新及经济增长的影响_基于空间计量的实证研究 (与钱晓烨,迟巍合作),数量经济技术经济研究, 107-121,第4期, 2010   

基于收入分布的收入差距扩大成因的分解(与迟巍,余秋梅合作),数量经济技术经济研究,52-64,第9期,2008

一种新的收入差距研究的计量方法_基于分布函数的半参数化估计(与迟巍,余秋梅合作),数量经济技术经济研究,119-129,第8期, 2007